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CameraXLivePreviewActivity.java
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CameraXLivePreviewActivity.java
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/*
* Copyright 2020 Google LLC. All rights reserved.
*
* Licensed under the Apache License, Version 2.0 (the "License");
* you may not use this file except in compliance with the License.
* You may obtain a copy of the License at
*
* http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing, software
* distributed under the License is distributed on an "AS IS" BASIS,
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
* See the License for the specific language governing permissions and
* limitations under the License.
*/
package com.google.mlkit.vision.demo.java;
import androidx.lifecycle.ViewModelProvider;
import androidx.lifecycle.ViewModelProvider.AndroidViewModelFactory;
import android.content.Context;
import android.content.Intent;
import android.content.pm.PackageInfo;
import android.content.pm.PackageManager;
import android.os.Build.VERSION;
import android.os.Build.VERSION_CODES;
import android.os.Bundle;
import androidx.annotation.NonNull;
import androidx.annotation.Nullable;
import androidx.annotation.RequiresApi;
import androidx.appcompat.app.AppCompatActivity;
import android.util.Log;
import android.util.Size;
import android.view.Menu;
import android.view.MenuItem;
import android.view.View;
import android.widget.AdapterView;
import android.widget.AdapterView.OnItemSelectedListener;
import android.widget.ArrayAdapter;
import android.widget.CompoundButton;
import android.widget.ImageView;
import android.widget.Spinner;
import android.widget.Toast;
import android.widget.ToggleButton;
import androidx.camera.core.CameraInfoUnavailableException;
import androidx.camera.core.CameraSelector;
import androidx.camera.core.ImageAnalysis;
import androidx.camera.core.Preview;
import androidx.camera.lifecycle.ProcessCameraProvider;
import androidx.camera.view.PreviewView;
import androidx.core.app.ActivityCompat;
import androidx.core.app.ActivityCompat.OnRequestPermissionsResultCallback;
import androidx.core.content.ContextCompat;
import com.google.android.gms.common.annotation.KeepName;
import com.google.mlkit.common.MlKitException;
import com.google.mlkit.common.model.LocalModel;
import com.google.mlkit.vision.demo.CameraXViewModel;
import com.google.mlkit.vision.demo.GraphicOverlay;
import com.google.mlkit.vision.demo.R;
import com.google.mlkit.vision.demo.VisionImageProcessor;
import com.google.mlkit.vision.demo.java.automl.AutoMLImageLabelerProcessor;
import com.google.mlkit.vision.demo.java.barcodescanner.BarcodeScannerProcessor;
import com.google.mlkit.vision.demo.java.facedetector.FaceDetectorProcessor;
import com.google.mlkit.vision.demo.java.labeldetector.LabelDetectorProcessor;
import com.google.mlkit.vision.demo.java.objectdetector.ObjectDetectorProcessor;
import com.google.mlkit.vision.demo.java.posedetector.PoseDetectorProcessor;
import com.google.mlkit.vision.demo.java.textdetector.TextRecognitionProcessor;
import com.google.mlkit.vision.demo.preference.PreferenceUtils;
import com.google.mlkit.vision.demo.preference.SettingsActivity;
import com.google.mlkit.vision.demo.preference.SettingsActivity.LaunchSource;
import com.google.mlkit.vision.face.FaceDetectorOptions;
import com.google.mlkit.vision.label.custom.CustomImageLabelerOptions;
import com.google.mlkit.vision.label.defaults.ImageLabelerOptions;
import com.google.mlkit.vision.objects.custom.CustomObjectDetectorOptions;
import com.google.mlkit.vision.objects.defaults.ObjectDetectorOptions;
import com.google.mlkit.vision.pose.PoseDetectorOptions;
import java.util.ArrayList;
import java.util.List;
/** Live preview demo app for ML Kit APIs using CameraX. */
@KeepName
@RequiresApi(VERSION_CODES.LOLLIPOP)
public final class CameraXLivePreviewActivity extends AppCompatActivity
implements OnRequestPermissionsResultCallback,
OnItemSelectedListener,
CompoundButton.OnCheckedChangeListener {
private static final String TAG = "CameraXLivePreview";
private static final int PERMISSION_REQUESTS = 1;
private static final String OBJECT_DETECTION = "Object Detection";
private static final String OBJECT_DETECTION_CUSTOM = "Custom Object Detection (Bird)";
private static final String FACE_DETECTION = "Face Detection";
private static final String TEXT_RECOGNITION = "Text Recognition";
private static final String BARCODE_SCANNING = "Barcode Scanning";
private static final String IMAGE_LABELING = "Image Labeling";
private static final String IMAGE_LABELING_CUSTOM = "Custom Image Labeling (Bird)";
private static final String AUTOML_LABELING = "AutoML Image Labeling";
private static final String POSE_DETECTION = "Pose Detection";
private static final String STATE_SELECTED_MODEL = "selected_model";
private static final String STATE_LENS_FACING = "lens_facing";
private PreviewView previewView;
private GraphicOverlay graphicOverlay;
@Nullable private ProcessCameraProvider cameraProvider;
@Nullable private Preview previewUseCase;
@Nullable private ImageAnalysis analysisUseCase;
@Nullable private VisionImageProcessor imageProcessor;
private boolean needUpdateGraphicOverlayImageSourceInfo;
private String selectedModel = OBJECT_DETECTION;
private int lensFacing = CameraSelector.LENS_FACING_BACK;
private CameraSelector cameraSelector;
@Override
protected void onCreate(Bundle savedInstanceState) {
super.onCreate(savedInstanceState);
Log.d(TAG, "onCreate");
if (VERSION.SDK_INT < VERSION_CODES.LOLLIPOP) {
Toast.makeText(
getApplicationContext(),
"CameraX is only supported on SDK version >=21. Current SDK version is "
+ VERSION.SDK_INT,
Toast.LENGTH_LONG)
.show();
return;
}
if (savedInstanceState != null) {
selectedModel = savedInstanceState.getString(STATE_SELECTED_MODEL, OBJECT_DETECTION);
lensFacing = savedInstanceState.getInt(STATE_LENS_FACING, CameraSelector.LENS_FACING_BACK);
}
cameraSelector = new CameraSelector.Builder().requireLensFacing(lensFacing).build();
setContentView(R.layout.activity_vision_camerax_live_preview);
previewView = findViewById(R.id.preview_view);
if (previewView == null) {
Log.d(TAG, "previewView is null");
}
graphicOverlay = findViewById(R.id.graphic_overlay);
if (graphicOverlay == null) {
Log.d(TAG, "graphicOverlay is null");
}
Spinner spinner = findViewById(R.id.spinner);
List<String> options = new ArrayList<>();
options.add(OBJECT_DETECTION);
options.add(OBJECT_DETECTION_CUSTOM);
options.add(FACE_DETECTION);
options.add(TEXT_RECOGNITION);
options.add(BARCODE_SCANNING);
options.add(IMAGE_LABELING);
options.add(IMAGE_LABELING_CUSTOM);
options.add(AUTOML_LABELING);
options.add(POSE_DETECTION);
// Creating adapter for spinner
ArrayAdapter<String> dataAdapter = new ArrayAdapter<>(this, R.layout.spinner_style, options);
// Drop down layout style - list view with radio button
dataAdapter.setDropDownViewResource(android.R.layout.simple_spinner_dropdown_item);
// attaching data adapter to spinner
spinner.setAdapter(dataAdapter);
spinner.setOnItemSelectedListener(this);
ToggleButton facingSwitch = findViewById(R.id.facing_switch);
facingSwitch.setOnCheckedChangeListener(this);
new ViewModelProvider(this, AndroidViewModelFactory.getInstance(getApplication()))
.get(CameraXViewModel.class)
.getProcessCameraProvider()
.observe(
this,
provider -> {
cameraProvider = provider;
if (allPermissionsGranted()) {
bindAllCameraUseCases();
}
});
ImageView settingsButton = findViewById(R.id.settings_button);
settingsButton.setOnClickListener(
v -> {
Intent intent = new Intent(getApplicationContext(), SettingsActivity.class);
intent.putExtra(
SettingsActivity.EXTRA_LAUNCH_SOURCE,
SettingsActivity.LaunchSource.CAMERAX_LIVE_PREVIEW);
startActivity(intent);
});
if (!allPermissionsGranted()) {
getRuntimePermissions();
}
}
@Override
protected void onSaveInstanceState(@NonNull Bundle bundle) {
super.onSaveInstanceState(bundle);
bundle.putString(STATE_SELECTED_MODEL, selectedModel);
bundle.putInt(STATE_LENS_FACING, lensFacing);
}
@Override
public synchronized void onItemSelected(AdapterView<?> parent, View view, int pos, long id) {
// An item was selected. You can retrieve the selected item using
// parent.getItemAtPosition(pos)
selectedModel = parent.getItemAtPosition(pos).toString();
Log.d(TAG, "Selected model: " + selectedModel);
bindAnalysisUseCase();
}
@Override
public void onNothingSelected(AdapterView<?> parent) {
// Do nothing.
}
@Override
public void onCheckedChanged(CompoundButton buttonView, boolean isChecked) {
Log.d(TAG, "Set facing");
if (cameraProvider == null) {
return;
}
int newLensFacing =
lensFacing == CameraSelector.LENS_FACING_FRONT
? CameraSelector.LENS_FACING_BACK
: CameraSelector.LENS_FACING_FRONT;
CameraSelector newCameraSelector =
new CameraSelector.Builder().requireLensFacing(newLensFacing).build();
try {
if (cameraProvider.hasCamera(newCameraSelector)) {
lensFacing = newLensFacing;
cameraSelector = newCameraSelector;
bindAllCameraUseCases();
return;
}
} catch (CameraInfoUnavailableException e) {
// Falls through
}
Toast.makeText(
getApplicationContext(),
"This device does not have lens with facing: " + newLensFacing,
Toast.LENGTH_SHORT)
.show();
}
@Override
public boolean onCreateOptionsMenu(Menu menu) {
getMenuInflater().inflate(R.menu.live_preview_menu, menu);
return true;
}
@Override
public boolean onOptionsItemSelected(MenuItem item) {
if (item.getItemId() == R.id.settings) {
Intent intent = new Intent(this, SettingsActivity.class);
intent.putExtra(SettingsActivity.EXTRA_LAUNCH_SOURCE, LaunchSource.CAMERAX_LIVE_PREVIEW);
startActivity(intent);
return true;
}
return super.onOptionsItemSelected(item);
}
@Override
public void onResume() {
super.onResume();
bindAllCameraUseCases();
}
@Override
protected void onPause() {
super.onPause();
if (imageProcessor != null) {
imageProcessor.stop();
}
}
@Override
public void onDestroy() {
super.onDestroy();
if (imageProcessor != null) {
imageProcessor.stop();
}
}
private void bindAllCameraUseCases() {
if (cameraProvider != null) {
// As required by CameraX API, unbinds all use cases before trying to re-bind any of them.
cameraProvider.unbindAll();
bindPreviewUseCase();
bindAnalysisUseCase();
}
}
private void bindPreviewUseCase() {
if (!PreferenceUtils.isCameraLiveViewportEnabled(this)) {
return;
}
if (cameraProvider == null) {
return;
}
if (previewUseCase != null) {
cameraProvider.unbind(previewUseCase);
}
previewUseCase = new Preview.Builder().build();
previewUseCase.setSurfaceProvider(previewView.createSurfaceProvider());
cameraProvider.bindToLifecycle(/* lifecycleOwner= */ this, cameraSelector, previewUseCase);
}
private void bindAnalysisUseCase() {
if (cameraProvider == null) {
return;
}
if (analysisUseCase != null) {
cameraProvider.unbind(analysisUseCase);
}
if (imageProcessor != null) {
imageProcessor.stop();
}
try {
switch (selectedModel) {
case OBJECT_DETECTION:
Log.i(TAG, "Using Object Detector Processor");
ObjectDetectorOptions objectDetectorOptions =
PreferenceUtils.getObjectDetectorOptionsForLivePreview(this);
imageProcessor = new ObjectDetectorProcessor(this, objectDetectorOptions);
break;
case OBJECT_DETECTION_CUSTOM:
Log.i(TAG, "Using Custom Object Detector (Bird) Processor");
LocalModel localModel =
new LocalModel.Builder()
.setAssetFilePath("custom_models/bird_classifier.tflite")
.build();
CustomObjectDetectorOptions customObjectDetectorOptions =
PreferenceUtils.getCustomObjectDetectorOptionsForLivePreview(this, localModel);
imageProcessor = new ObjectDetectorProcessor(this, customObjectDetectorOptions);
break;
case TEXT_RECOGNITION:
Log.i(TAG, "Using on-device Text recognition Processor");
imageProcessor = new TextRecognitionProcessor(this);
break;
case FACE_DETECTION:
Log.i(TAG, "Using Face Detector Processor");
FaceDetectorOptions faceDetectorOptions =
PreferenceUtils.getFaceDetectorOptionsForLivePreview(this);
imageProcessor = new FaceDetectorProcessor(this, faceDetectorOptions);
break;
case BARCODE_SCANNING:
Log.i(TAG, "Using Barcode Detector Processor");
imageProcessor = new BarcodeScannerProcessor(this);
break;
case IMAGE_LABELING:
Log.i(TAG, "Using Image Label Detector Processor");
imageProcessor = new LabelDetectorProcessor(this, ImageLabelerOptions.DEFAULT_OPTIONS);
break;
case IMAGE_LABELING_CUSTOM:
Log.i(TAG, "Using Custom Image Label (Bird) Detector Processor");
LocalModel localClassifier =
new LocalModel.Builder()
.setAssetFilePath("custom_models/bird_classifier.tflite")
.build();
CustomImageLabelerOptions customImageLabelerOptions =
new CustomImageLabelerOptions.Builder(localClassifier).build();
imageProcessor = new LabelDetectorProcessor(this, customImageLabelerOptions);
break;
case AUTOML_LABELING:
imageProcessor = new AutoMLImageLabelerProcessor(this);
break;
case POSE_DETECTION:
PoseDetectorOptions poseDetectorOptions =
PreferenceUtils.getPoseDetectorOptionsForLivePreview(this);
boolean shouldShowInFrameLikelihood =
PreferenceUtils.shouldShowPoseDetectionInFrameLikelihoodLivePreview(this);
imageProcessor =
new PoseDetectorProcessor(this, poseDetectorOptions, shouldShowInFrameLikelihood);
break;
default:
throw new IllegalStateException("Invalid model name");
}
} catch (Exception e) {
Log.e(TAG, "Can not create image processor: " + selectedModel, e);
Toast.makeText(
getApplicationContext(),
"Can not create image processor: " + e.getLocalizedMessage(),
Toast.LENGTH_LONG)
.show();
return;
}
ImageAnalysis.Builder builder = new ImageAnalysis.Builder();
Size targetAnalysisSize = PreferenceUtils.getCameraXTargetAnalysisSize(this);
if (targetAnalysisSize != null) {
builder.setTargetResolution(targetAnalysisSize);
}
analysisUseCase = builder.build();
needUpdateGraphicOverlayImageSourceInfo = true;
analysisUseCase.setAnalyzer(
// imageProcessor.processImageProxy will use another thread to run the detection underneath,
// thus we can just runs the analyzer itself on main thread.
ContextCompat.getMainExecutor(this),
imageProxy -> {
if (needUpdateGraphicOverlayImageSourceInfo) {
boolean isImageFlipped = lensFacing == CameraSelector.LENS_FACING_FRONT;
int rotationDegrees = imageProxy.getImageInfo().getRotationDegrees();
if (rotationDegrees == 0 || rotationDegrees == 180) {
graphicOverlay.setImageSourceInfo(
imageProxy.getWidth(), imageProxy.getHeight(), isImageFlipped);
} else {
graphicOverlay.setImageSourceInfo(
imageProxy.getHeight(), imageProxy.getWidth(), isImageFlipped);
}
needUpdateGraphicOverlayImageSourceInfo = false;
}
try {
imageProcessor.processImageProxy(imageProxy, graphicOverlay);
} catch (MlKitException e) {
Log.e(TAG, "Failed to process image. Error: " + e.getLocalizedMessage());
Toast.makeText(getApplicationContext(), e.getLocalizedMessage(), Toast.LENGTH_SHORT)
.show();
}
});
cameraProvider.bindToLifecycle(/* lifecycleOwner= */ this, cameraSelector, analysisUseCase);
}
private String[] getRequiredPermissions() {
try {
PackageInfo info =
this.getPackageManager()
.getPackageInfo(this.getPackageName(), PackageManager.GET_PERMISSIONS);
String[] ps = info.requestedPermissions;
if (ps != null && ps.length > 0) {
return ps;
} else {
return new String[0];
}
} catch (Exception e) {
return new String[0];
}
}
private boolean allPermissionsGranted() {
for (String permission : getRequiredPermissions()) {
if (!isPermissionGranted(this, permission)) {
return false;
}
}
return true;
}
private void getRuntimePermissions() {
List<String> allNeededPermissions = new ArrayList<>();
for (String permission : getRequiredPermissions()) {
if (!isPermissionGranted(this, permission)) {
allNeededPermissions.add(permission);
}
}
if (!allNeededPermissions.isEmpty()) {
ActivityCompat.requestPermissions(
this, allNeededPermissions.toArray(new String[0]), PERMISSION_REQUESTS);
}
}
@Override
public void onRequestPermissionsResult(
int requestCode, String[] permissions, int[] grantResults) {
Log.i(TAG, "Permission granted!");
if (allPermissionsGranted()) {
bindAllCameraUseCases();
}
super.onRequestPermissionsResult(requestCode, permissions, grantResults);
}
private static boolean isPermissionGranted(Context context, String permission) {
if (ContextCompat.checkSelfPermission(context, permission)
== PackageManager.PERMISSION_GRANTED) {
Log.i(TAG, "Permission granted: " + permission);
return true;
}
Log.i(TAG, "Permission NOT granted: " + permission);
return false;
}
}